@article{neuroriskphysicsinformedneuraloptimizati, title = {NeuroRisk: Physics-Informed Neural Optimization for Risk-Aware Traffic Engineering}, author = {Yingming Mao and Ximeng Liu and Jingyi Cheng and Xiyuan Liu and Jiashuai Liu and Yike Liu and Zhen Yao and Yuzhou Zhou and Siyuan Feng and Qiaozhu Zhai and Shizhen Zhao}, year = {2026}, eprint = {2605.12862}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2605.12862}, }